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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Siqi Liu Sidong Liu Fan Zhang Weidong Cai Pujol, S. Kikinis, R. Dagan Feng |
| Copyright Year | 2015 |
| Description | Author affiliation: Harvard Med. Sch., Surg. Planning Lab., Boston, MA, USA (Pujol, S.; Kikinis, R.) || Biomed. & Multimedia Inf. Tech. (BMIT) Group, Univ. of Sydney, Sydney, NSW, Australia (Siqi Liu; Sidong Liu; Fan Zhang; Weidong Cai; Dagan Feng) |
| Abstract | Current medical content-based retrieval (MCBR) systems for neuroimaging data mainly focus on retrieving the cross-sectional neuroimaging data with similar regional or global measurements. The longitudinal pathological changes along different time-points are usually neglected in such MCBR systems. We propose the cross-registration based retrieval for longitudinal MR data to retrieve patients with similar structural changes as an extension to the existing MCBR systems. The diffeomorphic demons registration is used to extract the tissue deformation between two adjacent MR volumes. An asymmetric square dissimilarity matrix is designed for indexing the patient changes within a specific interval. A visual demonstration is given to show the registration displacement fields of the query as compared to the simulated results. The experimental performance with the mean average precision (mAP) and the average top-K accuracy (aACC) are reported for evaluation. |
| Starting Page | 588 |
| Ending Page | 591 |
| File Size | 2767477 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781479923748 |
| DOI | 10.1109/ISBI.2015.7163942 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-04-16 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Neuroimaging Medical diagnostic imaging Databases Transforms Alzheimer's disease ADNI Content-Based Retrieval Longitudinal Neuroimaging Analysis MRI |
| Content Type | Text |
| Resource Type | Article |
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